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How do I use AI to generate integration tests for a REST API?

Asked on Oct 15, 2025

Answer

To generate integration tests for a REST API using AI, you can leverage tools like GitHub Copilot or Tabnine, which assist in code completion and test generation. These tools can help create test cases by analyzing your API's structure and endpoints.
<!-- BEGIN COPY / PASTE -->
    // Example of using GitHub Copilot to generate a test case for a REST API endpoint
    const request = require('supertest');
    const app = require('../app'); // your Express app

    describe('GET /api/items', () => {
      it('should return a list of items', async () => {
        const response = await request(app).get('/api/items');
        expect(response.statusCode).toBe(200);
        expect(response.body).toBeInstanceOf(Array);
      });
    });
    <!-- END COPY / PASTE -->
Additional Comment:
  • Ensure your API documentation is up-to-date to help AI tools understand your endpoints better.
  • Use descriptive comments in your code to guide AI tools in generating relevant test cases.
  • Review and refine AI-generated tests to ensure they meet your specific requirements and handle edge cases.
✅ Answered with AI Coding best practices.

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